Foto del docente

Luca Benini

Full Professor

Department of Electrical, Electronic, and Information Engineering "Guglielmo Marconi"

Academic discipline: IINF-01/A Electronics

Publications

Lamberti, L; Niculescu, V; Barcis, M; Bellone, L; Natalizio, E; Benini, L; Palossi, D, Tiny-PULP-Dronets: Squeezing Neural Networks for Faster and Lighter Inference on Multi-Tasking Autonomous Nano-Drones, in: 2022 IEEE 4th International Conference on Artificial Intelligence Circuits and Systems (AICAS), 345 E 47TH ST, NEW YORK, NY 10017 USA, IEEE, 2022, pp. 287 - 290 (atti di: 2022 IEEE 4th International Conference on Artificial Intelligence Circuits and Systems (AICAS), Incheon, Seoul, June 13-15 2022) [Contribution to conference proceedings]

Cioflan, C; Cavigelli, L; Rusci, M; de Prado, M; Benini, L, Towards On-device Domain Adaptation for Noise-Robust Keyword Spotting, in: 2022 IEEE 4th International Conference on Artificial Intelligence Circuits and Systems (AICAS), 345 E 47TH ST, NEW YORK, NY 10017 USA, IEEE, 2022, pp. 82 - 85 (atti di: 2022 IEEE 4th International Conference on Artificial Intelligence Circuits and Systems (AICAS), Incheon, Korea Republic of, 13-15 June) [Contribution to conference proceedings]

Niculescu, V; Mueller, H; Ostovar, I; Polonelli, T; Magno, M; Benini, L, Towards a Multi-Pixel Time-of-Flight Indoor Navigation System for Nano-Drone Applications, in: 2022 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), 345 E 47TH ST, NEW YORK, NY 10017 USA, IEEE, 2022, pp. 1 - 6 (atti di: 2022 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), Ottawa, ON, Canada, 16-19 May 2022) [Contribution to conference proceedings]

Amatetti, C; Polonelli, T; Masina, E; Moatti, C; Mikhaylov, D; Amato, D; Vanelli-Coralli, A; Magno, M; Benini, L, Towards the Future Generation of Railway Localization and Signaling Exploiting sub-meter RTK GNSS, in: IEEE Sensors Applications Symposium (SAS), 345 E 47TH ST, NEW YORK, NY 10017 USA, IEEE, 2022, pp. 1 - 6 (atti di: IEEE Sensors Applications Symposium (SAS), Sundsvall, Sweden, 1-3 August 2022) [Contribution to conference proceedings]

Alessio Burrello; Giovanni Zara; Luca Benini; Davide Brunelli; Enrico Macii; Massimo Poncino; Daniele Jahier Pagliari, Traffic Load Estimation from Structural Health Monitoring sensors using supervised learning, «SUSTAINABLE COMPUTING», 2022, 35, pp. 100704 - 100719 [Scientific article]

Spallanzani, Matteo; Leonardi, Gian Paolo; Benini, Luca, Training Quantised Neural Networks with STE Variants: the Additive Noise Annealing Algorithm, in: 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022, pp. 470 - 479 (atti di: 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), New Orleans, LA, USA, 18-24 June 2022) [Contribution to conference proceedings]

Tabanelli, E.; Brunelli, D.; Acquaviva, A.; Benini, L., Trimming Feature Extraction and Inference for MCU-based Edge NILM: a Systematic Approach, «IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS», 2022, 18, Article number: 9426443 , pp. 943 - 952 [Scientific article]Open Access

Paulin G.; Conti F.; Cavigelli L.; Benini L., Vau Da Muntanialas: Energy-Efficient Multi-Die Scalable Acceleration of RNN Inference, «IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. I, REGULAR PAPERS», 2022, 69, pp. 244 - 257 [Scientific article]

Rossi D.; Conti F.; Eggiman M.; Mauro A.D.; Tagliavini G.; Mach S.; Guermandi M.; Pullini A.; Loi I.; Chen J.; Flamand E.; Benini L., Vega: A Ten-Core SoC for IoT Endnodes with DNN Acceleration and Cognitive Wake-Up from MRAM-Based State-Retentive Sleep Mode, «IEEE JOURNAL OF SOLID-STATE CIRCUITS», 2022, 57, pp. 127 - 139 [Scientific article]Open Access

Alberto Dequino, Francesco Conti, Luca Benini, ViT-LR: Pushing the Envelope for Transformer-Based On-Device Embedded Continual Learning, in: 2022 13th International Green and Sustainable Computing Conference (IGSC), 2022(atti di: IGSC 2022 (The 13th International Green and Sustainable Computing Conference), Virtual, October 24 - 25 2022) [Poster]

Frey, Sebastian; Vostrikov, Sergei; Benini, Luca; Cossettini, Andrea, WULPUS: a Wearable Ultra Low-Power Ultrasound probe for multi-day monitoring of carotid artery and muscle activity, in: 2022 IEEE International Ultrasonics Symposium (IUS), 2022, pp. . - . (atti di: 2022 IEEE International Ultrasonics Symposium (IUS), Venice, Italy, 10-13 October 2022) [Contribution to conference proceedings]

Scherer, Moritz; Sidler, Fabian; Rogenmoser, Michael; Magno, Michele; Benini, Luca, WideVision: A Low-Power, Multi-Protocol Wireless Vision Platform for Distributed Surveillance, in: in 2022 18th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob), 345 E 47TH ST, NEW YORK, NY 10017 USA, IEEE, 2022, pp. . - . (atti di: in 2022 18th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob), Thessaloniki, Greece, 10-12 October 2022) [Contribution to conference proceedings]

Mattia Orlandi, Marcello Zanghieri, Victor Javier Kartsch Morinigo, Francesco Conti, Davide Schiavone, Luca Benini, Simone Benatti, sEMG Neural Spikes Reconstruction for Gesture Recognition on a Low-Power Multicore Processor. In: Biomedical Circuits and Systems, in: IEEE BioCAS Conference Proceedings 2022, 2022, pp. 704 - 708 (atti di: IEEE BioCAS Conference 2022, Taipei (TW), 13-15 October 2022) [Contribution to conference proceedings]

Rossi D.; Conti F.; Eggiman M.; Mach S.; Mauro A.D.; Guermandi M.; Tagliavini G.; Pullini A.; Loi I.; Chen J.; Flamand E.; Benini L., 4.4 A 1.3TOPS/W @ 32GOPS Fully Integrated 10-Core SoC for IoT End-Nodes with 1.7μW Cognitive Wake-Up from MRAM-Based State-Retentive Sleep Mode, in: Digest of Technical Papers - IEEE International Solid-State Circuits Conference, Piscataway, NJ, Institute of Electrical and Electronics Engineers Inc., 2021, 64, pp. 60 - 62 (atti di: 2021 IEEE International Solid-State Circuits Conference, ISSCC 2021, usa, 2021) [Contribution to conference proceedings]Open Access

Elnaqib A.; Okuhara H.; Jang T.; Rossi D.; Benini L., A 0.5GHz 0.35mW LDO-Powered Constant-Slope Phase Interpolator with 0.22% INL, «IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. II, EXPRESS BRIEFS», 2021, 68, Article number: 9126842 , pp. 156 - 160 [Scientific article]Open Access

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